{"id":"W2159528797","doi":"10.1183/09031936.00032314","title":"The different clinical faces of obstructive sleep apnoea: a cluster analysis","year":2014,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":458,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network","funders":"National Institutes of Health; Háskóli Íslands; Landspítali Háskólasjúkrahús; National Heart, Lung, and Blood Institute; University of Pennsylvania","keywords":"Medicine; Cohort; Cluster (spacecraft); Body mass index; Disease; Physical therapy; Cohort study; Pediatrics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004597398,0.0002232284,0.000618679,0.0003497427,0.0003858804,0.0001056531,0.0004950773,0.00006347451,0.0001650119],"category_scores_gemma":[0.001776313,0.0001258401,0.0006934847,0.0005102026,0.0006450607,0.00009519267,0.0002366214,0.001182904,0.00009035042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008447437,"about_ca_system_score_gemma":0.0000357889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001084853,"about_ca_topic_score_gemma":0.000007087363,"domain_scores_codex":[0.9937357,0.003431921,0.001127226,0.0003419294,0.0009269844,0.0004362345],"domain_scores_gemma":[0.9968898,0.0008272717,0.0005732556,0.0006870675,0.0005745052,0.0004481253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009518405,0.0002499363,0.7724795,0.0000280866,0.003932096,0.0001186099,0.0003145812,0.00008173229,0.002407428,0.0003671196,0.0006942671,0.2183748],"study_design_scores_gemma":[0.002288129,0.0008348495,0.9693412,0.00002611734,0.0007963692,0.0000670324,0.0002874937,0.0009335885,0.0006867609,0.00007491471,0.02452658,0.00013693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837312,0.0004587335,0.004125251,0.0004795062,0.0004380071,0.0002159938,0.000004511095,0.00002239288,0.01052439],"genre_scores_gemma":[0.9980122,0.00003577158,0.0002631856,0.0004669726,0.0009657404,0.000002103621,0.000001335759,0.00004422967,0.0002083985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2182379,"threshold_uncertainty_score":0.5139195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04194562081147138,"score_gpt":0.3426157554102538,"score_spread":0.3006701345987824,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}